Overview

Dataset statistics

Number of variables18
Number of observations154
Missing cells0
Missing cells (%)0.0%
Duplicate rows5
Duplicate rows (%)3.2%
Total size in memory26.6 KiB
Average record size in memory176.8 B

Variable types

NUM17
CAT1

Reproduction

Analysis started2020-05-10 21:26:47.478903
Analysis finished2020-05-10 21:27:31.167613
Versionpandas-profiling v2.6.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
date is uniformly distributed
Dataset has 5 (3.2%) duplicate rows Duplicates
date has a high cardinality: 149 distinct values High cardinality
steps_ttl_per_day is highly correlated with cm_ttl_per_dayHigh Correlation
cm_ttl_per_day is highly correlated with steps_ttl_per_dayHigh Correlation
date only contains datetime values, but is categorical. Consider applying pd.to_datetime()Type
day_week has 23 (14.9%) zeros Zeros
deep_min has 2 (1.3%) zeros Zeros

Variables

date
Categorical

HIGH CARDINALITY
TYPE DATE
UNIFORM
Distinct count149
Unique (%)96.8%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
2020-03-06
 
2
2020-01-06
 
2
2019-11-07
 
2
2020-02-05
 
2
2019-12-07
 
2
Other values (144)
144
ValueCountFrequency (%) 
2020-03-06 2 1.3%
 
2020-01-06 2 1.3%
 
2019-11-07 2 1.3%
 
2020-02-05 2 1.3%
 
2019-12-07 2 1.3%
 
2020-03-10 1 0.6%
 
2020-03-22 1 0.6%
 
2020-03-23 1 0.6%
 
2019-11-03 1 0.6%
 
2020-02-26 1 0.6%
 
Other values (139) 139 90.3%
 

Length

Max length10
Mean length10
Min length10
ValueCountFrequency (%) 
Decimal_Number 10 90.9%
 
Dash_Punctuation 1 9.1%
 
ValueCountFrequency (%) 
Common 11 100.0%
 
ValueCountFrequency (%) 
ASCII 11 100.0%
 

day_week
Real number (ℝ≥0)

ZEROS
Distinct count7
Unique (%)4.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.012987013
Minimum0
Maximum6
Zeros23
Zeros (%)14.9%
Memory size1.3 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11
median3
Q35
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)4

Descriptive statistics

Standard deviation2.019470626
Coefficient of variation (CV)0.6702553369
Kurtosis-1.264311879
Mean3.012987013
Median Absolute Deviation (MAD)1.728959352
Skewness-0.02758713686
Sum464
Variance4.078261608
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.5 5.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 23 14.9%
 
0 23 14.9%
 
6 22 14.3%
 
4 22 14.3%
 
3 22 14.3%
 
2 21 13.6%
 
1 21 13.6%
 
ValueCountFrequency (%) 
0 23 14.9%
 
1 21 13.6%
 
2 21 13.6%
 
3 22 14.3%
 
4 22 14.3%
 
ValueCountFrequency (%) 
6 22 14.3%
 
5 23 14.9%
 
4 22 14.3%
 
3 22 14.3%
 
2 21 13.6%
 

bmp_avr
Real number (ℝ≥0)

Distinct count149
Unique (%)96.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean64.78576766
Minimum54.48850575
Maximum83.95384615
Zeros0
Zeros (%)0.0%
Memory size1.3 KiB

Quantile statistics

Minimum54.48850575
5-th percentile56.49325049
Q160.81122096
median63.88811178
Q367.84998626
95-th percentile75.01224057
Maximum83.95384615
Range29.46534041
Interquartile range (IQR)7.038765294

Descriptive statistics

Standard deviation5.695630297
Coefficient of variation (CV)0.08791483844
Kurtosis1.071730162
Mean64.78576766
Median Absolute Deviation (MAD)4.423945921
Skewness0.8577311742
Sum9977.00822
Variance32.44020448
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[54.48850575 59.79577148 67.11160516 71.67502503 83.95384615], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
61.80662983 2 1.3%
 
66.53846154 2 1.3%
 
83.95384615 2 1.3%
 
62.45454545 2 1.3%
 
63.96732026 2 1.3%
 
66.48356808 1 0.6%
 
69.68852459 1 0.6%
 
71.68518519 1 0.6%
 
56.40740741 1 0.6%
 
64.18238994 1 0.6%
 
Other values (139) 139 90.3%
 
ValueCountFrequency (%) 
54.48850575 1 0.6%
 
54.55172414 1 0.6%
 
55.29752066 1 0.6%
 
55.43103448 1 0.6%
 
55.4375 1 0.6%
 
ValueCountFrequency (%) 
83.95384615 2 1.3%
 
82.50515464 1 0.6%
 
78.74261603 1 0.6%
 
77.26553672 1 0.6%
 
75.73927393 1 0.6%
 

calories_ttl_per_day
Real number (ℝ≥0)

Distinct count149
Unique (%)96.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean446.7742857
Minimum99.11
Maximum1330.26
Zeros0
Zeros (%)0.0%
Memory size1.3 KiB

Quantile statistics

Minimum99.11
5-th percentile193.4325
Q1338.29
median424.235
Q3524.3375
95-th percentile764.5135
Maximum1330.26
Range1231.15
Interquartile range (IQR)186.0475

Descriptive statistics

Standard deviation176.2410382
Coefficient of variation (CV)0.3944744446
Kurtosis3.980131407
Mean446.7742857
Median Absolute Deviation (MAD)127.1990724
Skewness1.321299129
Sum68803.24
Variance31060.90356
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 99.11 262.52 538.285 800.67 1330.26 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
358.78 2 1.3%
 
466.06 2 1.3%
 
530.64 2 1.3%
 
425.95 2 1.3%
 
416.52 2 1.3%
 
516.71 1 0.6%
 
370.54 1 0.6%
 
313.15 1 0.6%
 
411.54 1 0.6%
 
961.74 1 0.6%
 
Other values (139) 139 90.3%
 
ValueCountFrequency (%) 
99.11 1 0.6%
 
134.01 1 0.6%
 
144.82 1 0.6%
 
166.74 1 0.6%
 
174.04 1 0.6%
 
ValueCountFrequency (%) 
1330.26 1 0.6%
 
968.59 1 0.6%
 
961.74 1 0.6%
 
865.78 1 0.6%
 
855.05 1 0.6%
 

cm_ttl_per_day
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count149
Unique (%)96.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean178721.3247
Minimum5960
Maximum608080
Zeros0
Zeros (%)0.0%
Memory size1.3 KiB

Quantile statistics

Minimum5960
5-th percentile18738.2
Q190735
median149345
Q3233070
95-th percentile452916.5
Maximum608080
Range602120
Interquartile range (IQR)142335

Descriptive statistics

Standard deviation125870.8434
Coefficient of variation (CV)0.7042855332
Kurtosis1.209911209
Mean178721.3247
Median Absolute Deviation (MAD)96699.43566
Skewness1.158547225
Sum27523084
Variance1.584346923e+10
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 5960. 240685. 608080.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
106300 2 1.3%
 
168090 2 1.3%
 
186330 2 1.3%
 
501640 2 1.3%
 
56560 2 1.3%
 
36350 1 0.6%
 
34900 1 0.6%
 
112210 1 0.6%
 
151140 1 0.6%
 
64336 1 0.6%
 
Other values (139) 139 90.3%
 
ValueCountFrequency (%) 
5960 1 0.6%
 
7020 1 0.6%
 
10820 1 0.6%
 
11660 1 0.6%
 
12570 1 0.6%
 
ValueCountFrequency (%) 
608080 1 0.6%
 
606162 1 0.6%
 
501640 2 1.3%
 
487430 1 0.6%
 
465400 1 0.6%
 

steps_ttl_per_day
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count148
Unique (%)96.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2147.194805
Minimum74
Maximum7195
Zeros0
Zeros (%)0.0%
Memory size1.3 KiB

Quantile statistics

Minimum74
5-th percentile232.3
Q11125
median1849
Q32844.25
95-th percentile5186.2
Maximum7195
Range7121
Interquartile range (IQR)1719.25

Descriptive statistics

Standard deviation1446.46429
Coefficient of variation (CV)0.6736530316
Kurtosis1.091750358
Mean2147.194805
Median Absolute Deviation (MAD)1124.121268
Skewness1.058906871
Sum330668
Variance2092258.942
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 74. 2941. 5576. 7195.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2305 2 1.3%
 
700 2 1.3%
 
2081 2 1.3%
 
5431 2 1.3%
 
1316 2 1.3%
 
1870 2 1.3%
 
2559 1 0.6%
 
3409 1 0.6%
 
87 1 0.6%
 
1366 1 0.6%
 
Other values (138) 138 89.6%
 
ValueCountFrequency (%) 
74 1 0.6%
 
87 1 0.6%
 
134 1 0.6%
 
145 1 0.6%
 
156 1 0.6%
 
ValueCountFrequency (%) 
7195 1 0.6%
 
7148 1 0.6%
 
5592 1 0.6%
 
5560 1 0.6%
 
5457 1 0.6%
 

lightly_active_minutes
Real number (ℝ≥0)

Distinct count114
Unique (%)74.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean248.9675325
Minimum112
Maximum605
Zeros0
Zeros (%)0.0%
Memory size1.3 KiB

Quantile statistics

Minimum112
5-th percentile145.65
Q1197
median229.5
Q3290
95-th percentile406.55
Maximum605
Range493
Interquartile range (IQR)93

Descriptive statistics

Standard deviation80.13284875
Coefficient of variation (CV)0.3218606376
Kurtosis2.325119821
Mean248.9675325
Median Absolute Deviation (MAD)61.09234272
Skewness1.248169239
Sum38341
Variance6421.273449
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[112. 143.5 304. 433.5 605. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
197 4 2.6%
 
200 3 1.9%
 
290 3 1.9%
 
263 3 1.9%
 
196 3 1.9%
 
145 3 1.9%
 
237 3 1.9%
 
202 2 1.3%
 
209 2 1.3%
 
212 2 1.3%
 
Other values (104) 126 81.8%
 
ValueCountFrequency (%) 
112 1 0.6%
 
131 1 0.6%
 
132 1 0.6%
 
137 1 0.6%
 
142 1 0.6%
 
ValueCountFrequency (%) 
605 1 0.6%
 
505 1 0.6%
 
459 1 0.6%
 
435 1 0.6%
 
432 1 0.6%
 

moderately_active_minutes
Real number (ℝ≥0)

Distinct count55
Unique (%)35.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean27.96103896
Minimum0
Maximum146
Zeros1
Zeros (%)0.6%
Memory size1.3 KiB

Quantile statistics

Minimum0
5-th percentile6
Q114.25
median25
Q334.75
95-th percentile59.7
Maximum146
Range146
Interquartile range (IQR)20.5

Descriptive statistics

Standard deviation19.77880397
Coefficient of variation (CV)0.7073701373
Kurtosis11.00797907
Mean27.96103896
Median Absolute Deviation (MAD)13.26665542
Skewness2.541151861
Sum4306
Variance391.2010865
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 8.5 36.5 62. 146. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
11 9 5.8%
 
19 8 5.2%
 
27 8 5.2%
 
14 6 3.9%
 
24 6 3.9%
 
33 5 3.2%
 
28 5 3.2%
 
23 5 3.2%
 
31 5 3.2%
 
36 5 3.2%
 
Other values (45) 92 59.7%
 
ValueCountFrequency (%) 
0 1 0.6%
 
3 1 0.6%
 
4 1 0.6%
 
5 2 1.3%
 
6 4 2.6%
 
ValueCountFrequency (%) 
146 1 0.6%
 
125 1 0.6%
 
85 1 0.6%
 
74 1 0.6%
 
70 1 0.6%
 

very_active_minutes
Real number (ℝ≥0)

Distinct count81
Unique (%)52.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean48.64285714
Minimum0
Maximum178
Zeros1
Zeros (%)0.6%
Memory size1.3 KiB

Quantile statistics

Minimum0
5-th percentile11
Q124.25
median40.5
Q369.25
95-th percentile106.7
Maximum178
Range178
Interquartile range (IQR)45

Descriptive statistics

Standard deviation32.04871263
Coefficient of variation (CV)0.6588575284
Kurtosis1.050648651
Mean48.64285714
Median Absolute Deviation (MAD)25.62894249
Skewness1.043978037
Sum7491
Variance1027.119981
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 9.5 71.5 124. 178. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
15 6 3.9%
 
70 6 3.9%
 
16 5 3.2%
 
25 5 3.2%
 
11 4 2.6%
 
38 4 2.6%
 
37 4 2.6%
 
85 3 1.9%
 
33 3 1.9%
 
60 3 1.9%
 
Other values (71) 111 72.1%
 
ValueCountFrequency (%) 
0 1 0.6%
 
3 1 0.6%
 
7 1 0.6%
 
8 2 1.3%
 
11 4 2.6%
 
ValueCountFrequency (%) 
178 1 0.6%
 
137 1 0.6%
 
127 1 0.6%
 
121 2 1.3%
 
115 1 0.6%
 

sedentary_minutes
Real number (ℝ≥0)

Distinct count118
Unique (%)76.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean716.1493506
Minimum420
Maximum947
Zeros0
Zeros (%)0.0%
Memory size1.3 KiB

Quantile statistics

Minimum420
5-th percentile533
Q1647.25
median729
Q3797
95-th percentile870.2
Maximum947
Range527
Interquartile range (IQR)149.75

Descriptive statistics

Standard deviation106.4695349
Coefficient of variation (CV)0.1486694567
Kurtosis-0.2176481238
Mean716.1493506
Median Absolute Deviation (MAD)85.56434475
Skewness-0.3878265576
Sum110287
Variance11335.76186
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[420. 623.5 851. 947. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
729 4 2.6%
 
691 4 2.6%
 
630 3 1.9%
 
598 3 1.9%
 
797 3 1.9%
 
670 2 1.3%
 
536 2 1.3%
 
725 2 1.3%
 
622 2 1.3%
 
767 2 1.3%
 
Other values (108) 127 82.5%
 
ValueCountFrequency (%) 
420 1 0.6%
 
451 1 0.6%
 
453 1 0.6%
 
501 1 0.6%
 
506 1 0.6%
 
ValueCountFrequency (%) 
947 1 0.6%
 
928 1 0.6%
 
916 1 0.6%
 
903 1 0.6%
 
891 1 0.6%
 

timeInBed
Real number (ℝ≥0)

Distinct count98
Unique (%)63.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean398.6688312
Minimum213
Maximum560
Zeros0
Zeros (%)0.0%
Memory size1.3 KiB

Quantile statistics

Minimum213
5-th percentile329.95
Q1364
median392.5
Q3427.75
95-th percentile482.75
Maximum560
Range347
Interquartile range (IQR)63.75

Descriptive statistics

Standard deviation52.74083326
Coefficient of variation (CV)0.1322923417
Kurtosis1.112553454
Mean398.6688312
Median Absolute Deviation (MAD)40.72094788
Skewness0.1367804229
Sum61395
Variance2781.595493
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[213. 342.5 429. 490. 560. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
361 5 3.2%
 
422 4 2.6%
 
472 4 2.6%
 
410 3 1.9%
 
419 3 1.9%
 
349 3 1.9%
 
385 3 1.9%
 
402 3 1.9%
 
423 3 1.9%
 
377 3 1.9%
 
Other values (88) 120 77.9%
 
ValueCountFrequency (%) 
213 1 0.6%
 
249 1 0.6%
 
286 1 0.6%
 
294 1 0.6%
 
304 1 0.6%
 
ValueCountFrequency (%) 
560 1 0.6%
 
536 1 0.6%
 
535 1 0.6%
 
520 1 0.6%
 
492 1 0.6%
 

deep_min
Real number (ℝ≥0)

ZEROS
Distinct count61
Unique (%)39.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean39.41558442
Minimum0
Maximum93
Zeros2
Zeros (%)1.3%
Memory size1.3 KiB

Quantile statistics

Minimum0
5-th percentile11.3
Q128
median38
Q351.75
95-th percentile73
Maximum93
Range93
Interquartile range (IQR)23.75

Descriptive statistics

Standard deviation17.70591323
Coefficient of variation (CV)0.4492109782
Kurtosis-0.05515244888
Mean39.41558442
Median Absolute Deviation (MAD)13.72609209
Skewness0.2601372726
Sum6070
Variance313.4993634
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 18.5 34.5 45.5 75. 93. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
37 8 5.2%
 
36 6 3.9%
 
35 6 3.9%
 
43 6 3.9%
 
30 5 3.2%
 
39 5 3.2%
 
74 4 2.6%
 
21 4 2.6%
 
22 4 2.6%
 
44 4 2.6%
 
Other values (51) 102 66.2%
 
ValueCountFrequency (%) 
0 2 1.3%
 
5 1 0.6%
 
7 2 1.3%
 
8 1 0.6%
 
9 1 0.6%
 
ValueCountFrequency (%) 
93 1 0.6%
 
80 1 0.6%
 
76 1 0.6%
 
74 4 2.6%
 
73 2 1.3%
 

wake_min
Real number (ℝ≥0)

Distinct count41
Unique (%)26.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean43.48701299
Minimum23
Maximum69
Zeros0
Zeros (%)0.0%
Memory size1.3 KiB

Quantile statistics

Minimum23
5-th percentile29
Q138
median42
Q350
95-th percentile59.7
Maximum69
Range46
Interquartile range (IQR)12

Descriptive statistics

Standard deviation9.317379231
Coefficient of variation (CV)0.2142565927
Kurtosis-0.07266092456
Mean43.48701299
Median Absolute Deviation (MAD)7.362455726
Skewness0.1982552584
Sum6697
Variance86.81355573
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[23. 37.5 44.5 54.5 69. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
42 12 7.8%
 
40 10 6.5%
 
50 9 5.8%
 
44 9 5.8%
 
48 8 5.2%
 
38 8 5.2%
 
39 8 5.2%
 
41 7 4.5%
 
54 7 4.5%
 
32 6 3.9%
 
Other values (31) 70 45.5%
 
ValueCountFrequency (%) 
23 2 1.3%
 
24 1 0.6%
 
25 1 0.6%
 
26 2 1.3%
 
27 1 0.6%
 
ValueCountFrequency (%) 
69 1 0.6%
 
67 1 0.6%
 
65 1 0.6%
 
63 1 0.6%
 
62 2 1.3%
 

light_min
Real number (ℝ≥0)

Distinct count94
Unique (%)61.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean259.2207792
Minimum150
Maximum378
Zeros0
Zeros (%)0.0%
Memory size1.3 KiB

Quantile statistics

Minimum150
5-th percentile194.3
Q1233
median256
Q3281.75
95-th percentile333.1
Maximum378
Range228
Interquartile range (IQR)48.75

Descriptive statistics

Standard deviation42.8377768
Coefficient of variation (CV)0.1652559526
Kurtosis0.4153867155
Mean259.2207792
Median Absolute Deviation (MAD)32.67515601
Skewness0.4531572699
Sum39920
Variance1835.075121
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[150. 207.5 289.5 378. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
256 6 3.9%
 
238 6 3.9%
 
288 5 3.2%
 
233 5 3.2%
 
289 5 3.2%
 
251 4 2.6%
 
240 4 2.6%
 
218 3 1.9%
 
269 3 1.9%
 
262 3 1.9%
 
Other values (84) 110 71.4%
 
ValueCountFrequency (%) 
150 1 0.6%
 
168 1 0.6%
 
179 1 0.6%
 
181 1 0.6%
 
183 1 0.6%
 
ValueCountFrequency (%) 
378 1 0.6%
 
370 1 0.6%
 
368 2 1.3%
 
363 1 0.6%
 
356 1 0.6%
 

rem_min
Real number (ℝ≥0)

Distinct count71
Unique (%)46.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean56.15584416
Minimum6
Maximum113
Zeros0
Zeros (%)0.0%
Memory size1.3 KiB

Quantile statistics

Minimum6
5-th percentile17
Q137
median59
Q370.75
95-th percentile96
Maximum113
Range107
Interquartile range (IQR)33.75

Descriptive statistics

Standard deviation24.52826298
Coefficient of variation (CV)0.4367891418
Kurtosis-0.647767413
Mean56.15584416
Median Absolute Deviation (MAD)20.22162253
Skewness0.1266877296
Sum8648
Variance601.6356846
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 6. 16.5 87.5 113. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
62 8 5.2%
 
59 5 3.2%
 
61 5 3.2%
 
37 5 3.2%
 
17 4 2.6%
 
30 4 2.6%
 
68 4 2.6%
 
69 4 2.6%
 
36 4 2.6%
 
66 4 2.6%
 
Other values (61) 107 69.5%
 
ValueCountFrequency (%) 
6 1 0.6%
 
7 1 0.6%
 
12 1 0.6%
 
14 2 1.3%
 
16 1 0.6%
 
ValueCountFrequency (%) 
113 1 0.6%
 
112 1 0.6%
 
110 1 0.6%
 
106 1 0.6%
 
105 1 0.6%
 

overall_score
Real number (ℝ≥0)

Distinct count27
Unique (%)17.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean71.5974026
Minimum53
Maximum88
Zeros0
Zeros (%)0.0%
Memory size1.3 KiB

Quantile statistics

Minimum53
5-th percentile62
Q168
median72
Q375
95-th percentile80.35
Maximum88
Range35
Interquartile range (IQR)7

Descriptive statistics

Standard deviation5.655143394
Coefficient of variation (CV)0.07898531495
Kurtosis1.053485051
Mean71.5974026
Median Absolute Deviation (MAD)4.303929836
Skewness-0.3870232659
Sum11026
Variance31.9806468
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[53. 65.5 76.5 81.5 88. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
71 19 12.3%
 
74 14 9.1%
 
73 11 7.1%
 
66 10 6.5%
 
72 10 6.5%
 
78 9 5.8%
 
76 9 5.8%
 
67 8 5.2%
 
75 8 5.2%
 
68 8 5.2%
 
Other values (17) 48 31.2%
 
ValueCountFrequency (%) 
53 1 0.6%
 
54 1 0.6%
 
55 1 0.6%
 
58 1 0.6%
 
59 1 0.6%
 
ValueCountFrequency (%) 
88 1 0.6%
 
84 1 0.6%
 
82 2 1.3%
 
81 4 2.6%
 
80 4 2.6%
 

all_activity
Real number (ℝ≥0)

Distinct count123
Unique (%)79.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean325.5714286
Minimum161
Maximum645
Zeros0
Zeros (%)0.0%
Memory size1.3 KiB

Quantile statistics

Minimum161
5-th percentile191.3
Q1262
median314
Q3385
95-th percentile489.45
Maximum645
Range484
Interquartile range (IQR)123

Descriptive statistics

Standard deviation94.03231659
Coefficient of variation (CV)0.2888223853
Kurtosis0.5816776565
Mean325.5714286
Median Absolute Deviation (MAD)74.7309833
Skewness0.6748591269
Sum50138
Variance8842.076564
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[161. 416. 645.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
273 3 1.9%
 
193 3 1.9%
 
305 3 1.9%
 
405 3 1.9%
 
334 3 1.9%
 
290 2 1.3%
 
297 2 1.3%
 
435 2 1.3%
 
330 2 1.3%
 
412 2 1.3%
 
Other values (113) 129 83.8%
 
ValueCountFrequency (%) 
161 1 0.6%
 
163 1 0.6%
 
167 1 0.6%
 
175 1 0.6%
 
176 1 0.6%
 
ValueCountFrequency (%) 
645 1 0.6%
 
606 1 0.6%
 
584 1 0.6%
 
556 1 0.6%
 
532 1 0.6%
 

restlessness
Real number (ℝ≥0)

Distinct count149
Unique (%)96.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08727490528
Minimum0.03943661972
Maximum0.1990212072
Zeros0
Zeros (%)0.0%
Memory size1.3 KiB

Quantile statistics

Minimum0.03943661972
5-th percentile0.05163325308
Q10.06572746589
median0.08133021348
Q30.1015298467
95-th percentile0.1434348555
Maximum0.1990212072
Range0.1595845875
Interquartile range (IQR)0.03580238086

Descriptive statistics

Standard deviation0.03011112028
Coefficient of variation (CV)0.3450146429
Kurtosis1.706674252
Mean0.08727490528
Median Absolute Deviation (MAD)0.02296207761
Skewness1.202224216
Sum13.44033541
Variance0.0009066795647
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.03943662 0.0549687 0.09513244 0.14979374 0.19902121], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.08180839612 2 1.3%
 
0.06818181818 2 1.3%
 
0.06056129985 2 1.3%
 
0.174366617 2 1.3%
 
0.08722358722 2 1.3%
 
0.06563245823 1 0.6%
 
0.08089260809 1 0.6%
 
0.1233299075 1 0.6%
 
0.08543417367 1 0.6%
 
0.1495327103 1 0.6%
 
Other values (139) 139 90.3%
 
ValueCountFrequency (%) 
0.03943661972 1 0.6%
 
0.04060913706 1 0.6%
 
0.04109589041 1 0.6%
 
0.04316546763 1 0.6%
 
0.04840940526 1 0.6%
 
ValueCountFrequency (%) 
0.1990212072 1 0.6%
 
0.1946778711 1 0.6%
 
0.174366617 2 1.3%
 
0.1500547645 1 0.6%
 
0.1495327103 1 0.6%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Missing values

Sample

First rows

dateday_weekbmp_avrcalories_ttl_per_daycm_ttl_per_daysteps_ttl_per_daylightly_active_minutesmoderately_active_minutesvery_active_minutessedentary_minutestimeInBeddeep_minwake_minlight_minrem_minoverall_scoreall_activityrestlessness
02019-11-02560.685083464.3113210016352024356709430365225983793010.078978
12019-11-03662.662921509.1914446017882626345648422384428951713700.093491
22019-11-04061.610390388.1211655014432302328760399373828935682810.064851
32019-11-05166.559211402.0624232026262632256737362273626039733410.093185
42019-11-06264.954839396.2614048017392061011849364662323738672270.064472
52019-11-07362.454545416.5210630013161821115866366445424028712080.068182
62019-11-07362.454545416.5210630013161821115866366445424028712080.068182
72019-11-08467.153846419.1614219018022123854744392343224482743040.056483
82019-11-09564.248366369.1212681015703053160653391364724464743960.066411
92019-11-10663.696809481.2921289026942633492629422524024981813890.061611

Last rows

dateday_weekbmp_avrcalories_ttl_per_daycm_ttl_per_daysteps_ttl_per_daylightly_active_minutesmoderately_active_minutesvery_active_minutessedentary_minutestimeInBeddeep_minwake_minlight_minrem_minoverall_scoreall_activityrestlessness
1442020-03-21566.483568692.6330665037942493170657433405226180743500.049008
1452020-03-22656.539474262.48233802901681411793454364631458741930.080990
1462020-03-23058.583851274.2511699014481491331824423454826961731930.078292
1472020-03-24163.260417411.541121401388151313781492435432768761670.058883
1482020-03-25266.944444313.1525735031841861143797403675624040712400.067416
1492020-03-26365.663102315.2123329028871422642771459544432437762100.058306
1502020-03-27460.184615206.488189010931812865821345593819652722740.096961
1512020-03-28574.044554714.714410405457207698367940254829059673590.087126
1522020-03-29663.171271282.42460105701451922840474556525638621860.056962
1532020-03-30059.511719488.365518068416168842423353728170781750.136473